################ importing libraries ##############
import pandas as pd
import numpy as np
import os
################ working Directory #################
os.chdir("C:\Asus\Desktop ")
df=pd.read_csv('Flight_status.csv')
df.head(3)
| FlightDate | Airline | Origin | Dest | Cancelled | Diverted | CRSDepTime | DepTime | DepDelayMinutes | DepDelay | ... | WheelsOff | WheelsOn | TaxiIn | CRSArrTime | ArrDelay | ArrDel15 | ArrivalDelayGroups | ArrTimeBlk | DistanceGroup | DivAirportLandings | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 23-01-2018 | Endeavor Air Inc. | ABY | ATL | False | False | 1202 | 1157.0 | 0.0 | -5.0 | ... | 1211.0 | 1249.0 | 7.0 | 1304 | -8.0 | 0.0 | -1.0 | 1300-1359 | 1 | 0 |
| 1 | 24-01-2018 | Endeavor Air Inc. | ABY | ATL | False | False | 1202 | 1157.0 | 0.0 | -5.0 | ... | 1210.0 | 1246.0 | 12.0 | 1304 | -6.0 | 0.0 | -1.0 | 1300-1359 | 1 | 0 |
| 2 | 25-01-2018 | Endeavor Air Inc. | ABY | ATL | False | False | 1202 | 1153.0 | 0.0 | -9.0 | ... | 1211.0 | 1251.0 | 11.0 | 1304 | -2.0 | 0.0 | -1.0 | 1300-1359 | 1 | 0 |
3 rows × 61 columns
print(df.shape)
(1048575, 61)
Data Exploration Let us first start with exploring our data set, to better understand the patterns in the data and potentially variables.
import Writer
############## EDA on CATEGGORICAL ######################
def fn1(cat_col,id_col,target):
table=df.groupby([cat_col], as_index = False).agg({id_col: 'count',target: 'sum'})
table[target+'_0'] = table[id_col] - table[target]
table[target+'_1%'] = table[target]/table[id_col]
table[target+'_0%'] = 1 - table[target+'_1%']
table['Categorical_var'] = i
return table
categorical = ['Airline', 'Origin', 'Dest', 'Marketing_Airline_Network',
'Operated_or_Branded_Code_Share_Partners',
'IATA_Code_Marketing_Airline', 'Operating_Airline',
'IATA_Code_Operating_Airline', 'Tail_Number', 'OriginCityName',
'OriginState', 'OriginStateName', 'DestCityName', 'DestState',
'DestStateName', 'DepTimeBlk', 'ArrTimeBlk']
DA_NEW = None
for i in categorical:
DA = fn1(cat_col=i,id_col='Tail_Number', target='Cancelled')
DA.rename(columns={i: 'Categories'}, inplace = True )
DA = pd.DataFrame(DA)
DA_NEW = pd.concat([DA, DA_NEW])
DA_NEW.index = np.arange(1,len(DA_NEW)+1)
print(DA_new)
writer = pd.ExcelWriter('EDA_2.xlsx')
DA_NEW.to_excel(writer,sheet_name = 'Categorical')
writer.save()
########## This output is saved in the excel file and the data Visualization is done in excel ################
[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19]) ],
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dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19]) ],
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dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19]) ],
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dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
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dtype=object) ]
[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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18, 19]) ],
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dtype=object) ],
dtype=object) ],
dtype=object) ],
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dtype=object) ],
dtype=object) ],
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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18, 19]) ],
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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18, 19]) ],
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dtype=object) ],
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dtype=object) ],
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19]) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ]
[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19]) ],
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dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ]
[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19]) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ]
table=df.groupby(['IATA_Code_Marketing_Airline'], as_index = False).agg({'Airline': 'unique','Tail_Number': 'count','Cancelled': 'sum'})
table['Cancelled'+'_1%'] = table['Cancelled']/table['Tail_Number']
table.sort_values(by='Cancelled'+'_1%', ascending = False)
table
| IATA_Code_Marketing_Airline | Airline | Tail_Number | Cancelled | Cancelled_1% | |
|---|---|---|---|---|---|
| 0 | AA | [Envoy Air, Republic Airlines, American Airlin... | 146438 | 2155 | 0.014716 |
| 1 | AS | [SkyWest Airlines Inc., Alaska Airlines Inc., ... | 63002 | 834 | 0.013238 |
| 2 | B6 | [JetBlue Airways] | 49794 | 1613 | 0.032393 |
| 3 | DL | [Endeavor Air Inc., ExpressJet Airlines Inc., ... | 265686 | 4298 | 0.016177 |
| 4 | F9 | [Frontier Airlines Inc.] | 19867 | 371 | 0.018674 |
| 5 | G4 | [Allegiant Air] | 14368 | 84 | 0.005846 |
| 6 | HA | [Hawaiian Airlines Inc., Empire Airlines Inc.] | 13106 | 37 | 0.002823 |
| 7 | NK | [Spirit Air Lines] | 27960 | 401 | 0.014342 |
| 8 | UA | [ExpressJet Airlines Inc., SkyWest Airlines In... | 230502 | 4128 | 0.017909 |
| 9 | VX | [Virgin America] | 5722 | 103 | 0.018001 |
| 10 | WN | [Southwest Airlines Co.] | 209379 | 3023 | 0.014438 |
################ EDA ON NUMERICAL ######################
def fn1(num_col,id_col,target):
table=df.groupby(num_col, sort = False , as_index = False).agg({id_col: 'count',target: 'sum'})
table[target+'_0'] = table[id_col] - table[target]
table[target+'_1%'] = table[target]/table[id_col]
table[target+'_0%'] = 1 - table[target+'_1%']
table['Numerical_var'] = i
return table
Numeric = ['CRSDepTime', 'CRSElapsedTime', 'Distance', 'Year',
'Quarter', 'Month', 'DayofMonth', 'DayOfWeek']
DA_NEW = None
for i in Numeric:
DA = fn1(num_col=i,id_col='Tail_Number', target='Cancelled')
DA.rename(columns={i: 'Categories'}, inplace = True )
DA = pd.DataFrame(DA)
DA_NEW = pd.concat([DA, DA_NEW])
DA_NEW.index = np.arange(1,len(DA_NEW)+1)
print(DA_new)
writer = pd.ExcelWriter('EDA_2.xlsx')
DA_NEW.to_excel(writer,sheet_name = 'Numerical')
writer.save()
########## This output is saved in the excel file and the data Visualization is done in excel ################
[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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18, 19]) ],
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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18, 19]) ],
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19]) ],
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dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
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[ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
ArrTimeBlk
0001-0559 23704 444 23260 0.018731 0.981269
0600-0659 15903 304 15599 0.019116 0.980884
0700-0759 39624 756 38868 0.019079 0.980921
0800-0859 50214 935 49279 0.018620 0.981380
0900-0959 60383 1027 59356 0.017008 0.982992
1000-1059 65506 1113 64393 0.016991 0.983009
1100-1159 63820 1006 62814 0.015763 0.984237
1200-1259 58973 874 58099 0.014820 0.985180
1300-1359 63553 959 62594 0.015090 0.984910
1400-1459 65912 888 65024 0.013473 0.986527
1500-1559 58849 885 57964 0.015038 0.984962
1600-1659 69492 989 68503 0.014232 0.985768
1700-1759 61172 941 60231 0.015383 0.984617
1800-1859 67308 1052 66256 0.015630 0.984370
1900-1959 62833 1025 61808 0.016313 0.983687
2000-2059 60206 1073 59133 0.017822 0.982178
2100-2159 63209 1069 62140 0.016912 0.983088
2200-2259 49117 817 48300 0.016634 0.983366
2300-2359 46046 890 45156 0.019328 0.980672
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DepTimeBlk
0001-0559 25279 539 24740 0.021322 0.978678
0600-0659 76525 1343 75182 0.017550 0.982450
0700-0759 71898 1213 70685 0.016871 0.983129
0800-0859 69892 1070 68822 0.015309 0.984691
0900-0959 62982 999 61983 0.015862 0.984138
1000-1059 63725 951 62774 0.014923 0.985077
1100-1159 65164 908 64256 0.013934 0.986066
1200-1259 66494 1009 65485 0.015174 0.984826
1300-1359 59223 810 58413 0.013677 0.986323
1400-1459 61735 985 60750 0.015955 0.984045
1500-1559 65812 933 64879 0.014177 0.985823
1600-1659 59001 916 58085 0.015525 0.984475
1700-1759 71988 1214 70774 0.016864 0.983136
1800-1859 57001 1038 55963 0.018210 0.981790
1900-1959 58653 1126 57527 0.019198 0.980802
2000-2059 47419 805 46614 0.016976 0.983024
2100-2159 31412 638 30774 0.020311 0.979689
2200-2259 24895 448 24447 0.017996 0.982004
2300-2359 6726 102 6624 0.015165 0.984835,
array([ Tail_Number Cancelled \
DestStateName
Alabama 5303 85
Alaska 6357 125
Arizona 22890 152
Arkansas 3704 55
California 122795 1180
Colorado 44476 450
Connecticut 4120 100
Florida 75571 1185
Georgia 63597 1022
Hawaii 16304 41
Idaho 4843 35
Illinois 63121 957
Indiana 9527 129
Iowa 3623 44
Kansas 1907 24
Kentucky 12017 173
Louisiana 11226 235
Maine 2671 88
Maryland 15919 234
Massachusetts 21490 785
Michigan 32633 350
Minnesota 24991 489
Mississippi 1800 40
Missouri 20231 244
Montana 4081 31
Nebraska 4347 50
Nevada 28356 198
New Hampshire 1400 38
New Jersey 25662 882
New Mexico 4193 36
New York 55028 1832
North Carolina 35965 768
North Dakota 2885 59
Ohio 16729 249
Oklahoma 5672 57
Oregon 16608 175
Pennsylvania 24620 407
Puerto Rico 3377 40
Rhode Island 2687 78
South Carolina 8025 299
South Dakota 1822 37
Tennessee 17583 265
Texas 90259 1856
U.S. Pacific Trust Territories and Possessions 475 9
U.S. Virgin Islands 315 3
Utah 18705 96
Vermont 1433 50
Virginia 38401 741
Washington 34086 423
West Virginia 1002 18
Wisconsin 9721 119
Wyoming 1271 9
Cancelled_0 Cancelled_1% \
DestStateName
Alabama 5218 0.016029
Alaska 6232 0.019663
Arizona 22738 0.006640
Arkansas 3649 0.014849
California 121615 0.009610
Colorado 44026 0.010118
Connecticut 4020 0.024272
Florida 74386 0.015681
Georgia 62575 0.016070
Hawaii 16263 0.002515
Idaho 4808 0.007227
Illinois 62164 0.015161
Indiana 9398 0.013540
Iowa 3579 0.012145
Kansas 1883 0.012585
Kentucky 11844 0.014396
Louisiana 10991 0.020934
Maine 2583 0.032946
Maryland 15685 0.014699
Massachusetts 20705 0.036529
Michigan 32283 0.010725
Minnesota 24502 0.019567
Mississippi 1760 0.022222
Missouri 19987 0.012061
Montana 4050 0.007596
Nebraska 4297 0.011502
Nevada 28158 0.006983
New Hampshire 1362 0.027143
New Jersey 24780 0.034370
New Mexico 4157 0.008586
New York 53196 0.033292
North Carolina 35197 0.021354
North Dakota 2826 0.020451
Ohio 16480 0.014884
Oklahoma 5615 0.010049
Oregon 16433 0.010537
Pennsylvania 24213 0.016531
Puerto Rico 3337 0.011845
Rhode Island 2609 0.029029
South Carolina 7726 0.037259
South Dakota 1785 0.020307
Tennessee 17318 0.015071
Texas 88403 0.020563
U.S. Pacific Trust Territories and Possessions 466 0.018947
U.S. Virgin Islands 312 0.009524
Utah 18609 0.005132
Vermont 1383 0.034892
Virginia 37660 0.019296
Washington 33663 0.012410
West Virginia 984 0.017964
Wisconsin 9602 0.012242
Wyoming 1262 0.007081
Cancelled_0%
DestStateName
Alabama 0.983971
Alaska 0.980337
Arizona 0.993360
Arkansas 0.985151
California 0.990390
Colorado 0.989882
Connecticut 0.975728
Florida 0.984319
Georgia 0.983930
Hawaii 0.997485
Idaho 0.992773
Illinois 0.984839
Indiana 0.986460
Iowa 0.987855
Kansas 0.987415
Kentucky 0.985604
Louisiana 0.979066
Maine 0.967054
Maryland 0.985301
Massachusetts 0.963471
Michigan 0.989275
Minnesota 0.980433
Mississippi 0.977778
Missouri 0.987939
Montana 0.992404
Nebraska 0.988498
Nevada 0.993017
New Hampshire 0.972857
New Jersey 0.965630
New Mexico 0.991414
New York 0.966708
North Carolina 0.978646
North Dakota 0.979549
Ohio 0.985116
Oklahoma 0.989951
Oregon 0.989463
Pennsylvania 0.983469
Puerto Rico 0.988155
Rhode Island 0.970971
South Carolina 0.962741
South Dakota 0.979693
Tennessee 0.984929
Texas 0.979437
U.S. Pacific Trust Territories and Possessions 0.981053
U.S. Virgin Islands 0.990476
Utah 0.994868
Vermont 0.965108
Virginia 0.980704
Washington 0.987590
West Virginia 0.982036
Wisconsin 0.987758
Wyoming 0.992919 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
DestState
AK 6357 125 6232 0.019663 0.980337
AL 5303 85 5218 0.016029 0.983971
AR 3704 55 3649 0.014849 0.985151
AZ 22890 152 22738 0.006640 0.993360
CA 122795 1180 121615 0.009610 0.990390
CO 44476 450 44026 0.010118 0.989882
CT 4120 100 4020 0.024272 0.975728
FL 75571 1185 74386 0.015681 0.984319
GA 63597 1022 62575 0.016070 0.983930
HI 16304 41 16263 0.002515 0.997485
IA 3623 44 3579 0.012145 0.987855
ID 4843 35 4808 0.007227 0.992773
IL 63121 957 62164 0.015161 0.984839
IN 9527 129 9398 0.013540 0.986460
KS 1907 24 1883 0.012585 0.987415
KY 12017 173 11844 0.014396 0.985604
LA 11226 235 10991 0.020934 0.979066
MA 21490 785 20705 0.036529 0.963471
MD 15919 234 15685 0.014699 0.985301
ME 2671 88 2583 0.032946 0.967054
MI 32633 350 32283 0.010725 0.989275
MN 24991 489 24502 0.019567 0.980433
MO 20231 244 19987 0.012061 0.987939
MS 1800 40 1760 0.022222 0.977778
MT 4081 31 4050 0.007596 0.992404
NC 35965 768 35197 0.021354 0.978646
ND 2885 59 2826 0.020451 0.979549
NE 4347 50 4297 0.011502 0.988498
NH 1400 38 1362 0.027143 0.972857
NJ 25662 882 24780 0.034370 0.965630
NM 4193 36 4157 0.008586 0.991414
NV 28356 198 28158 0.006983 0.993017
NY 55028 1832 53196 0.033292 0.966708
OH 16729 249 16480 0.014884 0.985116
OK 5672 57 5615 0.010049 0.989951
OR 16608 175 16433 0.010537 0.989463
PA 24620 407 24213 0.016531 0.983469
PR 3377 40 3337 0.011845 0.988155
RI 2687 78 2609 0.029029 0.970971
SC 8025 299 7726 0.037259 0.962741
SD 1822 37 1785 0.020307 0.979693
TN 17583 265 17318 0.015071 0.984929
TT 475 9 466 0.018947 0.981053
TX 90259 1856 88403 0.020563 0.979437
UT 18705 96 18609 0.005132 0.994868
VA 38401 741 37660 0.019296 0.980704
VI 315 3 312 0.009524 0.990476
VT 1433 50 1383 0.034892 0.965108
WA 34086 423 33663 0.012410 0.987590
WI 9721 119 9602 0.012242 0.987758
WV 1002 18 984 0.017964 0.982036
WY 1271 9 1262 0.007081 0.992919,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
DestCityName
Aberdeen, SD 116 2 114 0.017241
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 265 8 257 0.030189
Akron, OH 1139 14 1125 0.012291
... ... ... ... ...
Wrangell, AK 124 1 123 0.008065
Yakima, WA 208 8 200 0.038462
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
DestCityName
Aberdeen, SD 0.982759
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969811
Akron, OH 0.987709
... ...
Wrangell, AK 0.991935
Yakima, WA 0.961538
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[355 rows x 5 columns] ,
array([ Tail_Number Cancelled \
OriginStateName
Alabama 5257 91
Alaska 6360 127
Arizona 23061 130
Arkansas 3722 56
California 122640 1200
Colorado 44402 404
Connecticut 4186 104
Florida 75567 1191
Georgia 63631 991
Hawaii 16293 52
Idaho 4847 59
Illinois 63502 892
Indiana 9411 135
Iowa 3485 48
Kansas 1878 23
Kentucky 12237 173
Louisiana 11193 245
Maine 2691 98
Maryland 15591 219
Massachusetts 21464 765
Michigan 32595 350
Minnesota 24870 487
Mississippi 1773 36
Missouri 20036 246
Montana 4090 36
Nebraska 4377 51
Nevada 28350 201
New Hampshire 1357 38
New Jersey 25639 854
New Mexico 4084 41
New York 55084 1862
North Carolina 36161 776
North Dakota 2883 64
Ohio 16746 266
Oklahoma 5724 58
Oregon 16738 181
Pennsylvania 24540 392
Puerto Rico 3362 53
Rhode Island 2709 86
South Carolina 8034 309
South Dakota 1853 53
Tennessee 17577 282
Texas 90394 1885
U.S. Pacific Trust Territories and Possessions 474 9
U.S. Virgin Islands 315 4
Utah 18686 92
Vermont 1478 57
Virginia 38408 730
Washington 34071 392
West Virginia 1002 21
Wisconsin 9720 118
Wyoming 1276 14
Cancelled_0 Cancelled_1% \
OriginStateName
Alabama 5166 0.017310
Alaska 6233 0.019969
Arizona 22931 0.005637
Arkansas 3666 0.015046
California 121440 0.009785
Colorado 43998 0.009099
Connecticut 4082 0.024845
Florida 74376 0.015761
Georgia 62640 0.015574
Hawaii 16241 0.003192
Idaho 4788 0.012172
Illinois 62610 0.014047
Indiana 9276 0.014345
Iowa 3437 0.013773
Kansas 1855 0.012247
Kentucky 12064 0.014137
Louisiana 10948 0.021889
Maine 2593 0.036418
Maryland 15372 0.014047
Massachusetts 20699 0.035641
Michigan 32245 0.010738
Minnesota 24383 0.019582
Mississippi 1737 0.020305
Missouri 19790 0.012278
Montana 4054 0.008802
Nebraska 4326 0.011652
Nevada 28149 0.007090
New Hampshire 1319 0.028003
New Jersey 24785 0.033309
New Mexico 4043 0.010039
New York 53222 0.033803
North Carolina 35385 0.021460
North Dakota 2819 0.022199
Ohio 16480 0.015884
Oklahoma 5666 0.010133
Oregon 16557 0.010814
Pennsylvania 24148 0.015974
Puerto Rico 3309 0.015764
Rhode Island 2623 0.031746
South Carolina 7725 0.038462
South Dakota 1800 0.028602
Tennessee 17295 0.016044
Texas 88509 0.020853
U.S. Pacific Trust Territories and Possessions 465 0.018987
U.S. Virgin Islands 311 0.012698
Utah 18594 0.004923
Vermont 1421 0.038566
Virginia 37678 0.019006
Washington 33679 0.011505
West Virginia 981 0.020958
Wisconsin 9602 0.012140
Wyoming 1262 0.010972
Cancelled_0%
OriginStateName
Alabama 0.982690
Alaska 0.980031
Arizona 0.994363
Arkansas 0.984954
California 0.990215
Colorado 0.990901
Connecticut 0.975155
Florida 0.984239
Georgia 0.984426
Hawaii 0.996808
Idaho 0.987828
Illinois 0.985953
Indiana 0.985655
Iowa 0.986227
Kansas 0.987753
Kentucky 0.985863
Louisiana 0.978111
Maine 0.963582
Maryland 0.985953
Massachusetts 0.964359
Michigan 0.989262
Minnesota 0.980418
Mississippi 0.979695
Missouri 0.987722
Montana 0.991198
Nebraska 0.988348
Nevada 0.992910
New Hampshire 0.971997
New Jersey 0.966691
New Mexico 0.989961
New York 0.966197
North Carolina 0.978540
North Dakota 0.977801
Ohio 0.984116
Oklahoma 0.989867
Oregon 0.989186
Pennsylvania 0.984026
Puerto Rico 0.984236
Rhode Island 0.968254
South Carolina 0.961538
South Dakota 0.971398
Tennessee 0.983956
Texas 0.979147
U.S. Pacific Trust Territories and Possessions 0.981013
U.S. Virgin Islands 0.987302
Utah 0.995077
Vermont 0.961434
Virginia 0.980994
Washington 0.988495
West Virginia 0.979042
Wisconsin 0.987860
Wyoming 0.989028 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
OriginState
AK 6360 127 6233 0.019969 0.980031
AL 5257 91 5166 0.017310 0.982690
AR 3722 56 3666 0.015046 0.984954
AZ 23061 130 22931 0.005637 0.994363
CA 122640 1200 121440 0.009785 0.990215
CO 44402 404 43998 0.009099 0.990901
CT 4186 104 4082 0.024845 0.975155
FL 75567 1191 74376 0.015761 0.984239
GA 63631 991 62640 0.015574 0.984426
HI 16293 52 16241 0.003192 0.996808
IA 3485 48 3437 0.013773 0.986227
ID 4847 59 4788 0.012172 0.987828
IL 63502 892 62610 0.014047 0.985953
IN 9411 135 9276 0.014345 0.985655
KS 1878 23 1855 0.012247 0.987753
KY 12237 173 12064 0.014137 0.985863
LA 11193 245 10948 0.021889 0.978111
MA 21464 765 20699 0.035641 0.964359
MD 15591 219 15372 0.014047 0.985953
ME 2691 98 2593 0.036418 0.963582
MI 32595 350 32245 0.010738 0.989262
MN 24870 487 24383 0.019582 0.980418
MO 20036 246 19790 0.012278 0.987722
MS 1773 36 1737 0.020305 0.979695
MT 4090 36 4054 0.008802 0.991198
NC 36161 776 35385 0.021460 0.978540
ND 2883 64 2819 0.022199 0.977801
NE 4377 51 4326 0.011652 0.988348
NH 1357 38 1319 0.028003 0.971997
NJ 25639 854 24785 0.033309 0.966691
NM 4084 41 4043 0.010039 0.989961
NV 28350 201 28149 0.007090 0.992910
NY 55084 1862 53222 0.033803 0.966197
OH 16746 266 16480 0.015884 0.984116
OK 5724 58 5666 0.010133 0.989867
OR 16738 181 16557 0.010814 0.989186
PA 24540 392 24148 0.015974 0.984026
PR 3362 53 3309 0.015764 0.984236
RI 2709 86 2623 0.031746 0.968254
SC 8034 309 7725 0.038462 0.961538
SD 1853 53 1800 0.028602 0.971398
TN 17577 282 17295 0.016044 0.983956
TT 474 9 465 0.018987 0.981013
TX 90394 1885 88509 0.020853 0.979147
UT 18686 92 18594 0.004923 0.995077
VA 38408 730 37678 0.019006 0.980994
VI 315 4 311 0.012698 0.987302
VT 1478 57 1421 0.038566 0.961434
WA 34071 392 33679 0.011505 0.988495
WI 9720 118 9602 0.012140 0.987860
WV 1002 21 981 0.020958 0.979042
WY 1276 14 1262 0.010972 0.989028,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
OriginCityName
Aberdeen, SD 116 3 113 0.025862
Abilene, TX 177 2 175 0.011299
Adak Island, AK 18 2 16 0.111111
Aguadilla, PR 266 8 258 0.030075
Akron, OH 1138 16 1122 0.014060
... ... ... ... ...
Wrangell, AK 124 4 120 0.032258
Yakima, WA 208 1 207 0.004808
Yakutat, AK 122 2 120 0.016393
Youngstown/Warren, OH 2 0 2 0.000000
Yuma, AZ 91 0 91 0.000000
Cancelled_0%
OriginCityName
Aberdeen, SD 0.974138
Abilene, TX 0.988701
Adak Island, AK 0.888889
Aguadilla, PR 0.969925
Akron, OH 0.985940
... ...
Wrangell, AK 0.967742
Yakima, WA 0.995192
Yakutat, AK 0.983607
Youngstown/Warren, OH 1.000000
Yuma, AZ 1.000000
[356 rows x 5 columns] ,
array([ Categories Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Tail_Number
215NV 226 2 224 0.008850 0.991150
216NV 124 0 124 0.000000 1.000000
217NV 185 2 183 0.010811 0.989189
218NV 163 0 163 0.000000 1.000000
219NV 199 2 197 0.010050 0.989950
... ... ... ... ... ...
N998AN 88 1 87 0.011364 0.988636
N998AT 231 4 227 0.017316 0.982684
N998DL 324 7 317 0.021605 0.978395
N998NN 71 0 71 0.000000 1.000000
N999DN 333 6 327 0.018018 0.981982
[5912 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Operating_Airline
9E 31773 1158 30615
9K 341 0 341
AA 64780 572 64208
AS 36946 322 36624
AX 10818 238 10580
B6 49794 1613 48181
C5 6698 289 6409
CP 12544 41 12503
DL 153388 1613 151775
EM 868 13 855
EV 29484 1061 28423
F9 19867 371 19496
G4 14368 84 14284
G7 14763 145 14618
HA 12238 24 12214
KS 363 41 322
MQ 26249 523 25726
NK 27960 401 27559
OH 23863 441 23422
OO 103716 1573 102143
PT 6721 224 6497
QX 17984 346 17638
UA 93851 957 92894
VX 5722 103 5619
WN 209379 3023 206356
YV 20252 712 19540
YX 37380 968 36412
ZW 13714 191 13523
Cancelled_1% Cancelled_0%
IATA_Code_Operating_Airline
9E 0.036446 0.963554
9K 0.000000 1.000000
AA 0.008830 0.991170
AS 0.008715 0.991285
AX 0.022000 0.978000
B6 0.032393 0.967607
C5 0.043147 0.956853
CP 0.003268 0.996732
DL 0.010516 0.989484
EM 0.014977 0.985023
EV 0.035986 0.964014
F9 0.018674 0.981326
G4 0.005846 0.994154
G7 0.009822 0.990178
HA 0.001961 0.998039
KS 0.112948 0.887052
MQ 0.019925 0.980075
NK 0.014342 0.985658
OH 0.018480 0.981520
OO 0.015166 0.984834
PT 0.033328 0.966672
QX 0.019239 0.980761
UA 0.010197 0.989803
VX 0.018001 0.981999
WN 0.014438 0.985562
YV 0.035157 0.964843
YX 0.025896 0.974104
ZW 0.013927 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Operating_Airline
9E 31773 1158 30615 0.036446
9K 341 0 341 0.000000
AA 64780 572 64208 0.008830
AS 36946 322 36624 0.008715
AX 10818 238 10580 0.022000
B6 49794 1613 48181 0.032393
C5 6698 289 6409 0.043147
CP 12544 41 12503 0.003268
DL 153388 1613 151775 0.010516
EM 868 13 855 0.014977
EV 29484 1061 28423 0.035986
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
G7 14763 145 14618 0.009822
HA 12238 24 12214 0.001961
KS 363 41 322 0.112948
MQ 26249 523 25726 0.019925
NK 27960 401 27559 0.014342
OH 23863 441 23422 0.018480
OO 103716 1573 102143 0.015166
PT 6721 224 6497 0.033328
QX 17984 346 17638 0.019239
UA 93851 957 92894 0.010197
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
YV 20252 712 19540 0.035157
YX 37380 968 36412 0.025896
ZW 13714 191 13523 0.013927
Cancelled_0%
Operating_Airline
9E 0.963554
9K 1.000000
AA 0.991170
AS 0.991285
AX 0.978000
B6 0.967607
C5 0.956853
CP 0.996732
DL 0.989484
EM 0.985023
EV 0.964014
F9 0.981326
G4 0.994154
G7 0.990178
HA 0.998039
KS 0.887052
MQ 0.980075
NK 0.985658
OH 0.981520
OO 0.984834
PT 0.966672
QX 0.980761
UA 0.989803
VX 0.981999
WN 0.985562
YV 0.964843
YX 0.974104
ZW 0.986073 ,
array([ Tail_Number Cancelled Cancelled_0 \
IATA_Code_Marketing_Airline
AA 146438 2155 144283
AS 63002 834 62168
B6 49794 1613 48181
DL 265686 4298 261388
F9 19867 371 19496
G4 14368 84 14284
HA 13106 37 13069
NK 27960 401 27559
UA 230502 4128 226374
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
IATA_Code_Marketing_Airline
AA 0.014716 0.985284
AS 0.013238 0.986762
B6 0.032393 0.967607
DL 0.016177 0.983823
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.002823 0.997177
NK 0.014342 0.985658
UA 0.017909 0.982091
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 \
Operated_or_Branded_Code_Share_Partners
AA 64780 572 64208
AA_CODESHARE 81658 1583 80075
AS 36946 322 36624
AS_CODESHARE 26056 512 25544
B6 49794 1613 48181
DL 153388 1613 151775
DL_CODESHARE 112298 2685 109613
F9 19867 371 19496
G4 14368 84 14284
HA 12238 24 12214
HA_CODESHARE 868 13 855
NK 27960 401 27559
UA 93851 957 92894
UA_CODESHARE 136651 3171 133480
VX 5722 103 5619
WN 209379 3023 206356
Cancelled_1% Cancelled_0%
Operated_or_Branded_Code_Share_Partners
AA 0.008830 0.991170
AA_CODESHARE 0.019386 0.980614
AS 0.008715 0.991285
AS_CODESHARE 0.019650 0.980350
B6 0.032393 0.967607
DL 0.010516 0.989484
DL_CODESHARE 0.023910 0.976090
F9 0.018674 0.981326
G4 0.005846 0.994154
HA 0.001961 0.998039
HA_CODESHARE 0.014977 0.985023
NK 0.014342 0.985658
UA 0.010197 0.989803
UA_CODESHARE 0.023205 0.976795
VX 0.018001 0.981999
WN 0.014438 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% \
Marketing_Airline_Network
AA 146438 2155 144283 0.014716
AS 63002 834 62168 0.013238
B6 49794 1613 48181 0.032393
DL 265686 4298 261388 0.016177
F9 19867 371 19496 0.018674
G4 14368 84 14284 0.005846
HA 13106 37 13069 0.002823
NK 27960 401 27559 0.014342
UA 230502 4128 226374 0.017909
VX 5722 103 5619 0.018001
WN 209379 3023 206356 0.014438
Cancelled_0%
Marketing_Airline_Network
AA 0.985284
AS 0.986762
B6 0.967607
DL 0.983823
F9 0.981326
G4 0.994154
HA 0.997177
NK 0.985658
UA 0.982091
VX 0.981999
WN 0.985562 ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Dest
ABE 717 2 715 0.002789 0.997211
ABI 177 2 175 0.011299 0.988701
ABQ 3770 30 3740 0.007958 0.992042
ABR 116 2 114 0.017241 0.982759
ABY 152 5 147 0.032895 0.967105
... ... ... ... ... ...
XNA 1598 24 1574 0.015019 0.984981
YAK 122 2 120 0.016393 0.983607
YKM 208 8 200 0.038462 0.961538
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[361 rows x 5 columns] ,
array([ Tail_Number Cancelled Cancelled_0 Cancelled_1% Cancelled_0%
Origin
ABE 715 2 713 0.002797 0.997203
ABI 177 2 175 0.011299 0.988701
ABQ 3665 34 3631 0.009277 0.990723
ABR 116 3 113 0.025862 0.974138
ABY 153 5 148 0.032680 0.967320
... ... ... ... ... ...
XNA 1640 29 1611 0.017683 0.982317
YAK 122 2 120 0.016393 0.983607
YKM 208 1 207 0.004808 0.995192
YNG 2 0 2 0.000000 1.000000
YUM 91 0 91 0.000000 1.000000
[362 rows x 5 columns] ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ Tail_Number Cancelled \
Airline
Air Wisconsin Airlines Corp 13714 191
Alaska Airlines Inc. 36946 322
Allegiant Air 14368 84
American Airlines Inc. 64780 572
Cape Air 341 0
Capital Cargo International 6721 224
Comair Inc. 23863 441
Commutair Aka Champlain Enterprises, Inc. 6698 289
Compass Airlines 12544 41
Delta Air Lines Inc. 153388 1613
Empire Airlines Inc. 868 13
Endeavor Air Inc. 31773 1158
Envoy Air 26249 523
ExpressJet Airlines Inc. 29484 1061
Frontier Airlines Inc. 19867 371
GoJet Airlines, LLC d/b/a United Express 14763 145
Hawaiian Airlines Inc. 12238 24
Horizon Air 17984 346
JetBlue Airways 49794 1613
Mesa Airlines Inc. 20252 712
Peninsula Airways Inc. 363 41
Republic Airlines 37380 968
SkyWest Airlines Inc. 103716 1573
Southwest Airlines Co. 209379 3023
Spirit Air Lines 27960 401
Trans States Airlines 10818 238
United Air Lines Inc. 93851 957
Virgin America 5722 103
Cancelled_0 Cancelled_1% \
Airline
Air Wisconsin Airlines Corp 13523 0.013927
Alaska Airlines Inc. 36624 0.008715
Allegiant Air 14284 0.005846
American Airlines Inc. 64208 0.008830
Cape Air 341 0.000000
Capital Cargo International 6497 0.033328
Comair Inc. 23422 0.018480
Commutair Aka Champlain Enterprises, Inc. 6409 0.043147
Compass Airlines 12503 0.003268
Delta Air Lines Inc. 151775 0.010516
Empire Airlines Inc. 855 0.014977
Endeavor Air Inc. 30615 0.036446
Envoy Air 25726 0.019925
ExpressJet Airlines Inc. 28423 0.035986
Frontier Airlines Inc. 19496 0.018674
GoJet Airlines, LLC d/b/a United Express 14618 0.009822
Hawaiian Airlines Inc. 12214 0.001961
Horizon Air 17638 0.019239
JetBlue Airways 48181 0.032393
Mesa Airlines Inc. 19540 0.035157
Peninsula Airways Inc. 322 0.112948
Republic Airlines 36412 0.025896
SkyWest Airlines Inc. 102143 0.015166
Southwest Airlines Co. 206356 0.014438
Spirit Air Lines 27559 0.014342
Trans States Airlines 10580 0.022000
United Air Lines Inc. 92894 0.010197
Virgin America 5619 0.018001
Cancelled_0%
Airline
Air Wisconsin Airlines Corp 0.986073
Alaska Airlines Inc. 0.991285
Allegiant Air 0.994154
American Airlines Inc. 0.991170
Cape Air 1.000000
Capital Cargo International 0.966672
Comair Inc. 0.981520
Commutair Aka Champlain Enterprises, Inc. 0.956853
Compass Airlines 0.996732
Delta Air Lines Inc. 0.989484
Empire Airlines Inc. 0.985023
Endeavor Air Inc. 0.963554
Envoy Air 0.980075
ExpressJet Airlines Inc. 0.964014
Frontier Airlines Inc. 0.981326
GoJet Airlines, LLC d/b/a United Express 0.990178
Hawaiian Airlines Inc. 0.998039
Horizon Air 0.980761
JetBlue Airways 0.967607
Mesa Airlines Inc. 0.964843
Peninsula Airways Inc. 0.887052
Republic Airlines 0.974104
SkyWest Airlines Inc. 0.984834
Southwest Airlines Co. 0.985562
Spirit Air Lines 0.985658
Trans States Airlines 0.978000
United Air Lines Inc. 0.989803
Virgin America 0.981999 ,
array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17,
18, 19]) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ],
dtype=object) ]
# Converting Boolean into integer
df["Cancelled"] = df["Cancelled"] .astype(int)
df["Cancelled"].value_counts()
0 1031528 1 17047 Name: Cancelled, dtype: int64
######################## remove all the variable that missing more than 30% ############
for i in df.columns:
A=df[i].isnull().sum()/len(df)*100
if A > 30:
df=df.drop([i], axis=1)
else:
pass
print(df.shape)
(1048575, 61)
################# convert variable into datetime #########################
datetime=["FlightDate"]
for i in datetime:
df[i] = df[i].astype('datetime64')
df[i]=pd.to_datetime(df[i], format='%d%b%Y')
df[i] = df[i].astype('datetime64')
C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '23-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '24-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '25-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '26-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '27-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '28-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '29-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '30-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '31-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '13-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '14-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '15-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '16-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '17-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '18-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '19-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '20-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '21-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '22-01-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '16-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '17-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '18-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '19-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '20-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '21-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '22-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '29-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '30-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '13-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '14-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '15-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '23-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '28-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '27-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '24-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '25-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '26-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike) C:\Users\Lenovo\anaconda3\lib\site-packages\pandas\core\tools\datetimes.py:1063: UserWarning: Parsing '31-10-2018' in DD/MM/YYYY format. Provide format or specify infer_datetime_format=True for consistent parsing. cache_array = _maybe_cache(arg, format, cache, convert_listlike)
Obj = df.select_dtypes(include=['object']).columns
date_time = df.select_dtypes(include=['datetime64']).columns
print(date_time)
print(Obj)
Index(['FlightDate'], dtype='object')
Index(['Airline', 'Origin', 'Dest', 'Marketing_Airline_Network',
'Operated_or_Branded_Code_Share_Partners',
'IATA_Code_Marketing_Airline', 'Operating_Airline',
'IATA_Code_Operating_Airline', 'Tail_Number', 'OriginCityName',
'OriginState', 'OriginStateName', 'DestCityName', 'DestState',
'DestStateName', 'DepTimeBlk', 'ArrTimeBlk'],
dtype='object')
# remove the variable Object and datetime that are insignificant
df=df.drop(Obj, axis=1)
df=df.drop(date_time, axis=1)
insignf=['Diverted','TaxiIn','WheelsOn','WheelsOff','TaxiOut']
for i in insignf:
df=df.drop(i, axis=1)
print(df.shape)
(1048575, 38)
#checking missing values
print(df.isnull().sum())
Cancelled 0 CRSDepTime 0 DepTime 16573 DepDelayMinutes 17061 DepDelay 17061 ArrTime 17515 ArrDelayMinutes 19561 AirTime 20220 CRSElapsedTime 0 ActualElapsedTime 19359 Distance 0 Year 0 Quarter 0 Month 0 DayofMonth 0 DayOfWeek 0 DOT_ID_Marketing_Airline 0 Flight_Number_Marketing_Airline 0 DOT_ID_Operating_Airline 0 Flight_Number_Operating_Airline 0 OriginAirportID 0 OriginAirportSeqID 0 OriginCityMarketID 0 OriginStateFips 0 OriginWac 0 DestAirportID 0 DestAirportSeqID 0 DestCityMarketID 0 DestStateFips 0 DestWac 0 DepDel15 17061 DepartureDelayGroups 17061 CRSArrTime 0 ArrDelay 19561 ArrDel15 19561 ArrivalDelayGroups 19561 DistanceGroup 0 DivAirportLandings 0 dtype: int64
#if the flight is cancelled the arrived and depature time variable has a blank or nan values, we will replace this values by '0'
Missing_values = ['DepTime','DepDelayMinutes','DepDelay','ArrDelayMinutes','AirTime','ArrTime','ActualElapsedTime','DepDel15','DepartureDelayGroups','ArrDelay','ArrDel15','ArrivalDelayGroups']
for i in Missing_values:
df.loc[df['Cancelled'] == 1, i] = 0
df.loc[df['Cancelled'] != 1, i] = df[i]
df=df.dropna(how="any")
df.shape
(1044724, 38)
target_count = df['Cancelled'].value_counts()
print('Class 0:', target_count[0])
print('Class 1:', target_count[1])
print('Proportion:', round(target_count[0] / target_count[1], 2), ': 1')
target_count.plot(kind='bar', title='Count (target)');
# Class count
count_class_0, count_class_1 = df['Cancelled'].value_counts()
# Divide by class
df_class_0 = df[df['Cancelled'] == 0]
df_class_1 = df[df['Cancelled'] == 1]
Class 0: 1027677 Class 1: 17047 Proportion: 60.28 : 1
df_class_1_over = df_class_1.sample(count_class_0, replace=True)
df_test_over = pd.concat([df_class_0, df_class_1_over], axis=0)
print('Random over-sampling:')
print(df_test_over.Cancelled.value_counts())
df_test_over.Cancelled.value_counts().plot(kind='bar', title='Count (target)');
Random over-sampling: 0 1027677 1 1027677 Name: Cancelled, dtype: int64
df_test_over.shape
(2055354, 38)
from sklearn.model_selection import train_test_split
#from sklearn.model_selection import cross_val_score
#from sklearn.preprocessing import MinMaxScaler
# split the train and validation data
x = df_test_over.loc[:, df_test_over.columns != 'Cancelled']
y = df_test_over['Cancelled']
train_x, val_x, train_y, val_y = train_test_split(x, y, test_size = .4, random_state = 1)
print(train_x.shape)
(1233212, 37)
from sklearn.feature_selection import mutual_info_regression
# determine the mutual information
mutual_info = mutual_info_regression(train_x, train_y)
mutual_info
array([0.01604775, 0.69398802, 0.12554545, 0.59579951, 0.69399015,
0.12976086, 0.69342822, 0.01214831, 0.69252091, 0.07585283,
0.00368096, 0.05240272, 0.05225455, 0.10674736, 0.02270309,
0.00865681, 0.0940518 , 0.03283523, 0.093816 , 0.0418015 ,
0.04468473, 0.04200882, 0.02846602, 0.0287448 , 0.03982206,
0.04095129, 0.03781729, 0.02687928, 0.02778883, 0.06157015,
0.42554208, 0.01713547, 0.64464373, 0.0623479 , 0.4462961 ,
0.00670686, 0.00323611])
mutual_info = pd.Series(mutual_info)
mutual_info.index = train_x.columns
mutual_info.sort_values(ascending=False)
ArrTime 0.693990 DepTime 0.693988 AirTime 0.693428 ActualElapsedTime 0.692521 ArrDelay 0.644644 DepDelay 0.595800 ArrivalDelayGroups 0.446296 DepartureDelayGroups 0.425542 ArrDelayMinutes 0.129761 DepDelayMinutes 0.125545 DayofMonth 0.106747 Flight_Number_Marketing_Airline 0.094052 Flight_Number_Operating_Airline 0.093816 Distance 0.075853 ArrDel15 0.062348 DepDel15 0.061570 Quarter 0.052403 Month 0.052255 OriginAirportSeqID 0.044685 OriginCityMarketID 0.042009 OriginAirportID 0.041801 DestAirportSeqID 0.040951 DestAirportID 0.039822 DestCityMarketID 0.037817 DOT_ID_Operating_Airline 0.032835 OriginWac 0.028745 OriginStateFips 0.028466 DestWac 0.027789 DestStateFips 0.026879 DayOfWeek 0.022703 CRSArrTime 0.017135 CRSDepTime 0.016048 CRSElapsedTime 0.012148 DOT_ID_Marketing_Airline 0.008657 DistanceGroup 0.006707 Year 0.003681 DivAirportLandings 0.003236 dtype: float64
mutual_info.sort_values(ascending=False).plot.bar(figsize=(15,5))
<AxesSubplot:>
from sklearn.feature_selection import SelectPercentile
## Selecting the top 20 percentile
selected_top_columns = SelectPercentile(mutual_info_regression, percentile=20)
selected_top_columns.fit(train_x, train_y)
SelectPercentile(percentile=20,
score_func=<function mutual_info_regression at 0x000002CD9DC87430>)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. SelectPercentile(percentile=20,
score_func=<function mutual_info_regression at 0x000002CD9DC87430>)selected_top_columns.get_support()
array([False, True, False, True, True, False, True, False, True,
False, False, False, False, False, False, False, False, False,
False, False, False, False, False, False, False, False, False,
False, False, False, True, False, True, False, True, False,
False])
train_x.columns[selected_top_columns.get_support()]
Index(['DepTime', 'DepDelay', 'ArrTime', 'AirTime', 'ActualElapsedTime',
'DepartureDelayGroups', 'ArrDelay', 'ArrivalDelayGroups'],
dtype='object')
train_x=train_x.filter(['DepTime', 'DepDelay', 'ArrTime', 'AirTime', 'ActualElapsedTime',
'DepartureDelayGroups', 'ArrDelay', 'ArrivalDelayGroups'])
val_x=val_x.filter(['DepTime', 'DepDelay', 'ArrTime', 'AirTime', 'ActualElapsedTime',
'DepartureDelayGroups', 'ArrDelay', 'ArrivalDelayGroups'])
train_x
| DepTime | DepDelay | ArrTime | AirTime | ActualElapsedTime | DepartureDelayGroups | ArrDelay | ArrivalDelayGroups | |
|---|---|---|---|---|---|---|---|---|
| 683217 | 2102.0 | -8.0 | 2333.0 | 65.0 | 91.0 | -1.0 | -3.0 | -1.0 |
| 209484 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 290522 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 848069 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 400019 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 507113 | 704.0 | -6.0 | 953.0 | 90.0 | 109.0 | -1.0 | -20.0 | -2.0 |
| 272488 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 486582 | 1752.0 | -8.0 | 2011.0 | 111.0 | 139.0 | -1.0 | -16.0 | -2.0 |
| 507606 | 741.0 | -4.0 | 840.0 | 34.0 | 59.0 | -1.0 | -4.0 | -1.0 |
| 132102 | 908.0 | -7.0 | 1148.0 | 137.0 | 160.0 | -1.0 | -33.0 | -2.0 |
1233212 rows × 8 columns
from sklearn.ensemble import RandomForestClassifier
# creating a RF classifier
clf = RandomForestClassifier(n_estimators = 100)
# Training the model on the training dataset
# fit function is used to train the model using the training sets as parameters
clf.fit(train_x, train_y)
# performing predictions on the test dataset
y_pred = clf.predict(val_x)
# metrics are used to find accuracy or error
from sklearn import metrics
print()
# using metrics module for accuracy calculation
print("ACCURACY OF THE MODEL: ", metrics.accuracy_score(val_y, y_pred))
ACCURACY OF THE MODEL: 1.0
from sklearn.metrics import confusion_matrix
cm = confusion_matrix(val_y, y_pred)
print ("Confusion Matrix : \n", cm)
Confusion Matrix : [[411143 0] [ 0 410999]]
from sklearn.preprocessing import StandardScaler
sc_x = StandardScaler()
xtrain = sc_x.fit_transform(train_x)
xtest = sc_x.transform(val_x)
print (xtrain[0:10, :])
[[ 1.91038234 -0.38842914 1.93050591 0.14648562 0.29322496 -0.65623034 -0.13645345 -0.53168323] [-0.88521409 -0.13212677 -0.89473374 -0.73878022 -0.7949492 0.02364832 -0.04430187 0.10116736] [-0.88521409 -0.13212677 -0.89473374 -0.73878022 -0.7949492 0.02364832 -0.04430187 0.10116736] [-0.88521409 -0.13212677 -0.89473374 -0.73878022 -0.7949492 0.02364832 -0.04430187 0.10116736] [-0.88521409 -0.13212677 -0.89473374 -0.73878022 -0.7949492 0.02364832 -0.04430187 0.10116736] [-0.88521409 -0.13212677 -0.89473374 -0.73878022 -0.7949492 0.02364832 -0.04430187 0.10116736] [ 0.31973851 -0.32435355 0.57419712 1.44033569 1.4411889 -0.65623034 -0.75079732 -1.16453381] [-0.03935333 -0.26027795 -0.11606717 -0.01694807 0.00623397 -0.65623034 -0.41290819 -0.53168323] [ 0.91157505 -0.06805118 0.94960402 0.17372457 0.30518291 0.02364832 -0.41290819 -0.53168323] [-0.88521409 -0.13212677 -0.89473374 -0.73878022 -0.7949492 0.02364832 -0.04430187 0.10116736]]
########## Split Features and Target Varible ############
X = df_test_over.loc[:, df_test_over.columns != 'Cancelled']
y = df_test_over['Cancelled']
################# Splitting into Train -Test Data #######
from sklearn.model_selection import train_test_split
from sklearn.model_selection import cross_val_score
from sklearn.metrics import accuracy_score,f1_score
X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,stratify =y,random_state =101)
############### Handling/Imputing Missing values #############
from sklearn.impute import SimpleImputer
imputer = SimpleImputer(missing_values=np.nan, strategy='mean')
imputer = imputer.fit(df_test_over)
imputed_df= imputer.transform(df_test_over)
print(imputed_df)
#####################
imp_train = imputer.fit(X_train)
X_train = imp_train.transform(X_train)
X_test_imp = imp_train.transform(X_test)
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score
from sklearn.model_selection import cross_val_predict
import seaborn as sns
import matplotlib.pyplot as plt
train_accuracies = []
train_f1_scores = []
test_accuracies = []
test_f1_scores = []
thresholds = []
#for thresh in np.linspace(0.1,0.9,8): ## Sweeping from threshold of 0.1 to 0.9
for thresh in np.arange(0.1,0.9,0.1): ## Sweeping from threshold of 0.1 to 0.9
logreg_clf = LogisticRegression(solver='liblinear')
logreg_clf.fit(X_train,y_train)
y_pred_train_thresh = logreg_clf.predict_proba(X_train)[:,1]
y_pred_train = (y_pred_train_thresh > thresh).astype(int)
train_acc = accuracy_score(y_train,y_pred_train)
train_f1 = f1_score(y_train,y_pred_train)
y_pred_test_thresh = logreg_clf.predict_proba(X_test_imp)[:,1]
y_pred_test = (y_pred_test_thresh > thresh).astype(int)
test_acc = accuracy_score(y_test,y_pred_test)
test_f1 = f1_score(y_test,y_pred_test)
train_accuracies.append(train_acc)
train_f1_scores.append(train_f1)
test_accuracies.append(test_acc)
test_f1_scores.append(test_f1)
thresholds.append(thresh)
Threshold_logreg = {"Training Accuracy": train_accuracies, "Test Accuracy": test_accuracies, "Training F1": train_f1_scores, "Test F1":test_f1_scores, "Decision Threshold": thresholds }
Threshold_logreg_df = pd.DataFrame.from_dict(Threshold_logreg)
plot_df = Threshold_logreg_df.melt('Decision Threshold',var_name='Metrics',value_name="Values")
fig,ax = plt.subplots(figsize=(15,5))
sns.pointplot(x="Decision Threshold", y="Values",hue="Metrics", data=plot_df,ax=ax)
<AxesSubplot:xlabel='Decision Threshold', ylabel='Values'>
thresh = 0.4 ### Threshold chosen from above Curves
y_pred_test_thresh = logreg_clf.predict_proba(X_test_imp)[:,1]
y_pred = (y_pred_test_thresh > thresh).astype(int)
print("Test Accuracy: ",accuracy_score(y_test,y_pred))
print("Test F1 Score: ",f1_score(y_test,y_pred))
print("Confusion Matrix on Test Data")
pd.crosstab(y_test, y_pred, rownames=['True'], colnames=['Predicted'], margins=True)
Test Accuracy: 0.999747002342661 Test F1 Score: 0.9997470669494328 Confusion Matrix on Test Data
| Predicted | 0 | 1 | All |
|---|---|---|---|
| True | |||
| 0 | 205431 | 104 | 205535 |
| 1 | 0 | 205536 | 205536 |
| All | 205431 | 205640 | 411071 |
from sklearn import linear_model
from sklearn.metrics import classification_report, confusion_matrix
model = LogisticRegression(solver='liblinear', random_state=0).fit(X_train, y_train)
print(model.intercept_)
print(model.coef_)
print(model.predict_proba(X_test))
# Model accuracy on Train data
print("Model Score on Train set:",model.score(X_train, y_train))
# Model Accuracy on Test
print("Model Score on Train set:",model.score(X_test, y_test))
print("Classification Report:\n",classification_report(y_test, model_1.predict(X_test)))
[2.00663125e-07] [[-1.50745986e-03 -9.81802852e-03 -4.91541964e-03 -4.71100661e-03 -2.03596458e-02 -4.65340561e-03 -5.18111374e-03 3.90266153e-04 -6.35040973e-03 6.06602606e-04 4.04938186e-04 -4.77161981e-05 -1.43549921e-04 -1.37074410e-04 -3.06363387e-06 -5.23754552e-04 5.74345701e-05 2.28563234e-04 1.22298737e-04 1.34778812e-07 -1.55323161e-06 5.19805580e-04 1.60103677e-05 -2.12852727e-04 -9.94798301e-09 -3.28258929e-07 -1.68527677e-05 2.74918342e-06 -2.08030123e-04 -3.04100059e-05 -2.36099043e-04 3.90243091e-04 -4.25623143e-03 -2.98759531e-05 -2.15278276e-04 2.43291271e-06 5.45367708e-06]]
C:\Users\Lenovo\anaconda3\lib\site-packages\sklearn\base.py:443: UserWarning: X has feature names, but LogisticRegression was fitted without feature names warnings.warn(
[[1.00000000e+00 1.22091003e-18] [2.54071436e-04 9.99745929e-01] [1.39979651e-04 9.99860020e-01] ... [1.00000000e+00 1.17455087e-15] [7.09963969e-04 9.99290036e-01] [1.00000000e+00 9.28494135e-13]] Model Score on Train set: 0.9998175496553817
C:\Users\Lenovo\anaconda3\lib\site-packages\sklearn\base.py:443: UserWarning: X has feature names, but LogisticRegression was fitted without feature names warnings.warn(
Model Score on Train set: 0.9997786270498283
C:\Users\Lenovo\anaconda3\lib\site-packages\sklearn\base.py:443: UserWarning: X has feature names, but LogisticRegression was fitted without feature names warnings.warn(
Classification Report:
precision recall f1-score support
0 1.00 1.00 1.00 205535
1 1.00 1.00 1.00 205536
accuracy 1.00 411071
macro avg 1.00 1.00 1.00 411071
weighted avg 1.00 1.00 1.00 411071
from sklearn.naive_bayes import GaussianNB
nb = GaussianNB()
nb.fit(train_x, train_y)
GaussianNB()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
GaussianNB()
print("Naive Bayes score: ",nb.score(val_x, val_y))
Naive Bayes score: 1.0
from sklearn.tree import DecisionTreeClassifier
from sklearn.tree import plot_tree
import matplotlib.pyplot as plt
from dmba import plotDecisionTree, classificationSummary, regressionSummary
# fit the tree
fulltree = DecisionTreeClassifier(random_state=2)
fulltree.fit(train_x, train_y)
# plot the tree
plotDecisionTree(fulltree, feature_names=train_x.columns)
smallClassTree = DecisionTreeClassifier(max_depth=30, min_samples_split=20,
min_impurity_decrease=0.01, random_state=1)
smallClassTree.fit(train_x, train_y)
plotDecisionTree(smallClassTree, feature_names=train_x.columns)
classificationSummary(train_y, smallClassTree.predict(train_x))
classificationSummary(val_y, smallClassTree.predict(val_x))
Confusion Matrix (Accuracy 1.0000)
Prediction
Actual 0 1
0 616534 0
1 0 616678
Confusion Matrix (Accuracy 1.0000)
Prediction
Actual 0 1
0 411143 0
1 0 410999
# Start with an initial guess for parameters
from sklearn.model_selection import GridSearchCV
param_grid = {
'max_depth': [20, 40],
'min_samples_split': [20, 60,100],
'min_impurity_decrease': [0, 0.001, 0.01],
}
gridSearch = GridSearchCV(DecisionTreeClassifier(random_state=1), param_grid, cv=5,n_jobs=-1) # n_jobs=-1 will utilize all available CPUs
gridSearch.fit(train_x, train_y)
print('Initial score: ', gridSearch.best_score_)
print('Initial parameters: ', gridSearch.best_params_)
Initial score: 1.0
Initial parameters: {'max_depth': 20, 'min_impurity_decrease': 0, 'min_samples_split': 20}
# # Adapt grid based on result from initial grid search
# param_grid = {
# 'max_depth': list(range(17, 23)), # 10 values
# 'min_samples_split': list(range(10, 25)), # 11 values
# 'min_impurity_decrease': [0.0001, 0.001], # 3 values
# }
# gridSearch = GridSearchCV(DecisionTreeClassifier(random_state=1), param_grid, cv=5,
# n_jobs=-1)
# gridSearch.fit(train_x, train_y)
# print('Improved score: ', gridSearch.best_score_)
# print('Improved parameters: ', gridSearch.best_params_)
# bestClassTree = gridSearch.best_estimator_
Improved score: 1.0
Improved parameters: {'max_depth': 17, 'min_impurity_decrease': 0.0001, 'min_samples_split': 10}
# Adapt grid based on result from initial grid search
param_grid = {
'max_depth': list(range(1, 17)), # 10 values
'min_samples_split': list(range(2, 10)), # 11 values
'min_impurity_decrease': [0.00005, 0.0001], # 3 values
}
gridSearch = GridSearchCV(DecisionTreeClassifier(random_state=1), param_grid, cv=5,
n_jobs=-1)
gridSearch.fit(train_x, train_y)
print('Improved score: ', gridSearch.best_score_)
print('Improved parameters: ', gridSearch.best_params_)
bestClassTree = gridSearch.best_estimator_
Improved score: 1.0
Improved parameters: {'max_depth': 1, 'min_impurity_decrease': 5e-05, 'min_samples_split': 2}
#fine-tuned tree: training
classificationSummary(train_y, bestClassTree.predict(train_x))
Confusion Matrix (Accuracy 1.0000)
Prediction
Actual 0 1
0 616534 0
1 0 616678
# fine-tuned tree: validation
classificationSummary(val_y, bestClassTree.predict(val_x))
Confusion Matrix (Accuracy 1.0000)
Prediction
Actual 0 1
0 411143 0
1 0 410999
plotDecisionTree(bestClassTree, feature_names=train_x.columns)
# Import roc_curve
from sklearn.metrics import roc_curve
# Generate ROC curve values: fpr, tpr, thresholds
fpr, tpr, thresholds = roc_curve(y_test, y_pred_probs)
plt.plot([0, 1], [0, 1], 'k--')
# Plot tpr against fpr
plt.plot(fpr, tpr)
plt.xlabel('False Positive Rate')
plt.ylabel('True Positive Rate')
plt.title('ROC Curve')
plt.show()
import pandas as pd
import numpy as np
import os
df=pd.read_csv('Flight_status.csv')
df.head(3)
| FlightDate | Airline | Origin | Dest | Cancelled | Diverted | CRSDepTime | DepTime | DepDelayMinutes | DepDelay | ... | WheelsOff | WheelsOn | TaxiIn | CRSArrTime | ArrDelay | ArrDel15 | ArrivalDelayGroups | ArrTimeBlk | DistanceGroup | DivAirportLandings | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 23-01-2018 | Endeavor Air Inc. | ABY | ATL | False | False | 1202 | 1157.0 | 0.0 | -5.0 | ... | 1211.0 | 1249.0 | 7.0 | 1304 | -8.0 | 0.0 | -1.0 | 1300-1359 | 1 | 0 |
| 1 | 24-01-2018 | Endeavor Air Inc. | ABY | ATL | False | False | 1202 | 1157.0 | 0.0 | -5.0 | ... | 1210.0 | 1246.0 | 12.0 | 1304 | -6.0 | 0.0 | -1.0 | 1300-1359 | 1 | 0 |
| 2 | 25-01-2018 | Endeavor Air Inc. | ABY | ATL | False | False | 1202 | 1153.0 | 0.0 | -9.0 | ... | 1211.0 | 1251.0 | 11.0 | 1304 | -2.0 | 0.0 | -1.0 | 1300-1359 | 1 | 0 |
3 rows × 61 columns
##Selecting Variables after EDA
df_mod = df[['Airline','Origin','Dest','Cancelled','Diverted','CRSDepTime', 'DepTime', 'DepDelayMinutes', 'DepDelay', 'ArrTime',
'ArrDelayMinutes','AirTime','CRSElapsedTime', 'ActualElapsedTime','Distance','Year','Quarter','Month','DayofMonth','DayOfWeek',
'Operating_Airline','OriginCityName','OriginState','OriginStateName','DestCityName',
'DestState','DestStateName','DepDel15' , 'TaxiOut', 'WheelsOff','WheelsOn',
'TaxiIn', 'CRSArrTime', 'ArrDelay', 'ArrDel15' ,'DistanceGroup']]
missing_cols_1 = ['AirTime','ArrDelayMinutes','ArrDel15','ArrDelay','ActualElapsedTime','TaxiIn','WheelsOn',
'TaxiOut','WheelsOff','ArrTime','DepDelay','DepDel15','DepDelayMinutes','DepTime']
for i in missing_cols_1:
df_mod.loc[df_mod.loc[:,i].isnull(),i]=df_mod.loc[:,i].mean()
from sklearn import preprocessing
list2 = ['Airline','Origin','Dest','Operating_Airline','OriginCityName','OriginState','OriginStateName','DestCityName',
'DestState','DestStateName','DistanceGroup']
label_encoder = preprocessing.LabelEncoder()
for column in list2:
df_mod[column] = label_encoder.fit_transform(df_mod[column])
C:\Users\Asus\AppData\Local\Temp\ipykernel_16108\184900282.py:8: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy df_mod[column] = label_encoder.fit_transform(df_mod[column])
print(df_mod.isnull().sum())
Airline 0 Origin 0 Dest 0 Cancelled 0 Diverted 0 CRSDepTime 0 DepTime 0 DepDelayMinutes 0 DepDelay 0 ArrTime 0 ArrDelayMinutes 0 AirTime 0 CRSElapsedTime 0 ActualElapsedTime 0 Distance 0 Year 0 Quarter 0 Month 0 DayofMonth 0 DayOfWeek 0 Operating_Airline 0 OriginCityName 0 OriginState 0 OriginStateName 0 DestCityName 0 DestState 0 DestStateName 0 DepDel15 0 TaxiOut 0 WheelsOff 0 WheelsOn 0 TaxiIn 0 CRSArrTime 0 ArrDelay 0 ArrDel15 0 DistanceGroup 0 dtype: int64
df_mod1 = df_mod
print(df_mod1.isnull().sum())
Airline 0 Origin 0 Dest 0 Cancelled 0 Diverted 0 CRSDepTime 0 DepTime 0 DepDelayMinutes 0 DepDelay 0 ArrTime 0 ArrDelayMinutes 0 AirTime 0 CRSElapsedTime 0 ActualElapsedTime 0 Distance 0 Year 0 Quarter 0 Month 0 DayofMonth 0 DayOfWeek 0 Operating_Airline 0 OriginCityName 0 OriginState 0 OriginStateName 0 DestCityName 0 DestState 0 DestStateName 0 DepDel15 0 TaxiOut 0 WheelsOff 0 WheelsOn 0 TaxiIn 0 CRSArrTime 0 ArrDelay 0 ArrDel15 0 DistanceGroup 0 dtype: int64
from sklearn.model_selection import train_test_split
X1 = df_mod[df_mod.columns.difference(['ArrDelayMinutes'])]
y_1 = df_mod.loc[:,"ArrDelayMinutes"]
X_train, X_test, y_train, y_test = train_test_split(X1, y_1, test_size=0.33, random_state=42)
from sklearn.tree import DecisionTreeRegressor
dt = DecisionTreeRegressor(criterion='mse',splitter='best',min_samples_split=5,max_features='sqrt',random_state=21)
dt.fit(X_train, y_train)
y_pred = dt.predict(X_test)
C:\Users\Asus\anaconda3\lib\site-packages\sklearn\tree\_classes.py:359: FutureWarning: Criterion 'mse' was deprecated in v1.0 and will be removed in version 1.2. Use `criterion='squared_error'` which is equivalent. warnings.warn(
X = df_mod.drop('ArrDelayMinutes', axis=1)
y = df_mod['ArrDelayMinutes']
feature_importance = pd.Series(dt.feature_importances_, index = X.columns)
sorted_importance = feature_importance.sort_values( )
sorted_importance.plot(kind='bar',color='green');
sorted_importance
DistanceGroup 0.000000 WheelsOn 0.000047 OriginStateName 0.000150 AirTime 0.000157 DayofMonth 0.000254 ArrTime 0.000294 OriginState 0.000322 Month 0.000324 Operating_Airline 0.000393 DestCityName 0.000421 DayOfWeek 0.000605 WheelsOff 0.000613 DepDel15 0.000739 TaxiOut 0.000877 Origin 0.001168 OriginCityName 0.001306 DestStateName 0.001393 Dest 0.001522 CRSElapsedTime 0.001651 DestState 0.002430 Airline 0.002833 TaxiIn 0.003384 ArrDel15 0.004418 Quarter 0.005152 DepDelay 0.005449 CRSArrTime 0.007990 ArrDelay 0.010777 CRSDepTime 0.027762 DepTime 0.056617 Year 0.081628 DepDelayMinutes 0.097753 ActualElapsedTime 0.101197 Distance 0.123104 Cancelled 0.146831 Diverted 0.310440 dtype: float64
from sklearn.model_selection import train_test_split
X1 = df_mod[df_mod.columns.difference(['DepDelayMinutes'])]
y_1 = df_mod.loc[:,"DepDelayMinutes"]
X_train, X_test, y_train, y_test = train_test_split(X1, y_1, test_size=0.33, random_state=42)
from sklearn.tree import DecisionTreeRegressor
dt = DecisionTreeRegressor(criterion='mse',splitter='best',min_samples_split=5,max_features='sqrt',random_state=21)
dt.fit(X_train, y_train)
y_pred = dt.predict(X_test)
C:\Users\Asus\anaconda3\lib\site-packages\sklearn\tree\_classes.py:359: FutureWarning: Criterion 'mse' was deprecated in v1.0 and will be removed in version 1.2. Use `criterion='squared_error'` which is equivalent. warnings.warn(
X = df_mod.drop('DepDelayMinutes', axis=1)
y = df_mod['DepDelayMinutes']
feature_importance = pd.Series(dt.feature_importances_, index = X.columns)
sorted_importance = feature_importance.sort_values( )
sorted_importance.plot(kind='bar',color='green');
sorted_importance
DistanceGroup 0.000000 WheelsOn 0.000101 DestCityName 0.000126 TaxiOut 0.000210 DayofMonth 0.000259 DayOfWeek 0.000299 OriginStateName 0.000381 AirTime 0.000426 Operating_Airline 0.000450 Month 0.000457 CRSElapsedTime 0.000479 DestState 0.000497 Cancelled 0.000594 ActualElapsedTime 0.000652 WheelsOff 0.000663 Origin 0.000796 Dest 0.000855 OriginState 0.000994 DestStateName 0.001047 DepDel15 0.001212 Airline 0.002456 OriginCityName 0.002686 TaxiIn 0.003233 ArrDelayMinutes 0.004230 ArrDelay 0.007426 CRSArrTime 0.007593 DepTime 0.009333 ArrTime 0.010813 Quarter 0.013599 ArrDel15 0.024231 DepDelay 0.030782 Distance 0.060005 Year 0.085818 Diverted 0.186477 CRSDepTime 0.540820 dtype: float64
df_mod = df_mod[[ 'ArrDelayMinutes','CRSElapsedTime', 'DestState', 'Airline', 'TaxiIn', 'ArrDel15', 'Quarter', 'DepDelay', 'CRSArrTime', 'ArrDelay', 'CRSDepTime',
'DepTime','Year','DepDelayMinutes', 'ActualElapsedTime' ,'Distance','Cancelled','Diverted' ]]
from sklearn.model_selection import train_test_split
X1 = df_mod[df_mod.columns.difference(['ArrDelayMinutes'])]
y_1 = df_mod.loc[:,"ArrDelayMinutes"]
X_train, X_test, y_train, y_test = train_test_split(X1, y_1, test_size=0.33, random_state=42)
from sklearn.model_selection import cross_val_score, KFold
from sklearn.ensemble import RandomForestRegressor
rf = RandomForestRegressor( )
rf.fit(X_train,y_train)
RandomForestRegressor()
from sklearn.metrics import mean_squared_error
y_pred1 = rf.predict(X_test)
mse_test = mean_squared_error(y_test,y_pred1)
mse_test
0.008468068664566668
from sklearn.tree import DecisionTreeRegressor
regressor_1 = DecisionTreeRegressor(random_state=0)
regressor_1.fit(X_train,y_train)
DecisionTreeRegressor(random_state=0)
from sklearn.metrics import mean_squared_error
y_pred = regressor_1.predict(X_test)
mse_test = mean_squared_error(y_test,y_pred)
mse_test
0.019322024101956478
def MAPE(Y_actual,Y_Predicted):
mape = np.mean(np.abs((Y_actual - Y_Predicted)/Y_actual))*100
return mape
#MAE
#Decison tree regressor
MAPE(y_test,y_pred)
0.0007360561534593926
#Random forest regressor
MAPE(y_test,y_pred1)
0.0004892227763356397
from sklearn.model_selection import train_test_split
X11 = df_mod1[df_mod.columns.difference(['DepDelayMinutes'])]
y_11 = df_mod1.loc[:,"DepDelayMinutes"]
X1_train, X1_test, y1_train, y1_test = train_test_split(X11, y_11, test_size=0.33, random_state=42)
from sklearn.model_selection import cross_val_score, KFold
from sklearn.ensemble import RandomForestRegressor
rf = RandomForestRegressor( )
rf.fit(X1_train,y1_train)
RandomForestRegressor()
from sklearn.metrics import mean_squared_error
y1_pred2 = rf.predict(X1_test)
mse_test = mean_squared_error(y1_test,y1_pred2)
mse_test
0.0061980105771175815
from sklearn.tree import DecisionTreeRegressor
regressor_1 = DecisionTreeRegressor(random_state=0)
regressor_1.fit(X1_train,y1_train)
DecisionTreeRegressor(random_state=0)
from sklearn.metrics import mean_squared_error
y1_pred3 = regressor_1.predict(X1_test)
mse_test = mean_squared_error(y1_test,y1_pred3)
mse_test
0.019085050429153542
#MAE
#Decison tree regressor
MAPE(y_test,y1_pred2)
inf
#Random forest regressor
MAPE(y_test,y1_pred3)
inf